Hugging Face's logo

qualcomm
/
ConvNext-Base

Image Classification
PyTorch
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
72342b8
·
verified ·
1 Parent(s): f354113

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +17 -17
README.md CHANGED
@@ -34,21 +34,21 @@ More details on model performance across various devices, can be found
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
- | ConvNext-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.715 ms | 0 - 28 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
38
- | ConvNext-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 8.47 ms | 0 - 24 MB | FP16 | NPU | [ConvNext-Base.so](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.so) |
39
- | ConvNext-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.197 ms | 0 - 193 MB | FP16 | NPU | [ConvNext-Base.onnx](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.onnx) |
40
- | ConvNext-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.793 ms | 0 - 61 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
41
- | ConvNext-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.173 ms | 0 - 58 MB | FP16 | NPU | [ConvNext-Base.so](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.so) |
42
- | ConvNext-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 26.46 ms | 0 - 737 MB | FP16 | NPU | [ConvNext-Base.onnx](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.onnx) |
43
- | ConvNext-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.982 ms | 0 - 70 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
44
- | ConvNext-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.558 ms | 0 - 71 MB | FP16 | NPU | Use Export Script |
45
- | ConvNext-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 23.367 ms | 0 - 167 MB | FP16 | NPU | [ConvNext-Base.onnx](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.onnx) |
46
- | ConvNext-Base | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.749 ms | 0 - 25 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
47
- | ConvNext-Base | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 8.103 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
48
- | ConvNext-Base | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 20.154 ms | 0 - 55 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
49
- | ConvNext-Base | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 21.037 ms | 0 - 55 MB | FP16 | NPU | Use Export Script |
50
- | ConvNext-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.581 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
51
- | ConvNext-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 41.106 ms | 175 - 175 MB | FP16 | NPU | [ConvNext-Base.onnx](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.onnx) |
52
 
53
 
54
 
@@ -112,8 +112,8 @@ Profiling Results
112
  ConvNext-Base
113
  Device : Samsung Galaxy S23 (13)
114
  Runtime : TFLITE
115
- Estimated inference time (ms) : 7.7
116
- Estimated peak memory usage (MB): [0, 28]
117
  Total # Ops : 598
118
  Compute Unit(s) : NPU (598 ops)
119
  ```
 
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | ConvNext-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.766 ms | 0 - 22 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
38
+ | ConvNext-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 8.507 ms | 0 - 24 MB | FP16 | NPU | [ConvNext-Base.so](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.so) |
39
+ | ConvNext-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.994 ms | 0 - 194 MB | FP16 | NPU | [ConvNext-Base.onnx](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.onnx) |
40
+ | ConvNext-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.756 ms | 0 - 62 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
41
+ | ConvNext-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.1 ms | 0 - 58 MB | FP16 | NPU | [ConvNext-Base.so](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.so) |
42
+ | ConvNext-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 26.476 ms | 0 - 739 MB | FP16 | NPU | [ConvNext-Base.onnx](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.onnx) |
43
+ | ConvNext-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.357 ms | 0 - 71 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
44
+ | ConvNext-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.549 ms | 0 - 73 MB | FP16 | NPU | Use Export Script |
45
+ | ConvNext-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 23.401 ms | 0 - 169 MB | FP16 | NPU | [ConvNext-Base.onnx](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.onnx) |
46
+ | ConvNext-Base | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.775 ms | 0 - 23 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
47
+ | ConvNext-Base | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 8.178 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
48
+ | ConvNext-Base | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 20.221 ms | 0 - 50 MB | FP16 | NPU | [ConvNext-Base.tflite](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.tflite) |
49
+ | ConvNext-Base | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 20.997 ms | 0 - 53 MB | FP16 | NPU | Use Export Script |
50
+ | ConvNext-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.964 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
51
+ | ConvNext-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 41.036 ms | 176 - 176 MB | FP16 | NPU | [ConvNext-Base.onnx](https://huggingface.co/qualcomm/ConvNext-Base/blob/main/ConvNext-Base.onnx) |
52
 
53
 
54
 
 
112
  ConvNext-Base
113
  Device : Samsung Galaxy S23 (13)
114
  Runtime : TFLITE
115
+ Estimated inference time (ms) : 7.8
116
+ Estimated peak memory usage (MB): [0, 22]
117
  Total # Ops : 598
118
  Compute Unit(s) : NPU (598 ops)
119
  ```